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Ds ex
01 PHASE1 FOUNDATION MIGRATION PLAN CLAUDE CODE QUALITY COMPARISON COUPLING ANALYSIS
Docs
20250617
01 AUDIT 02 STRUCTURED TYPES 03 FOUNDATION INTEGRATIONS 04 FOUNDATION AI 05 FOUNDATION AI RUNTIME 06 THREE TIER 07 DEPS 08 PATH 100 grok plan 101 gemini plan 110 copilot plan 111 structured vs simba 112 foundation tests 113 foundation tests copilot 120 pydantic diags 130 dspex arch refactor 140 using elixact 145 PYDANTIC USE IN DSPY 146 PYDANTIC USE IN DSPY more 150 elixact integration overview 151 copilot 152 copilot adjusted 153 copilot adjusted 154 testing integration validation 155 implementation roadmap 200 dspy dependency review 210 PYDANTIC INTEG 211 ELIXACT 212 ELIXACT typeadapter etc Baml gap BAML ideas claude Baml integration 01 claude Baml integration 02 gemini Baml integration 03 claude responseToGemini Baml integration 04 gemini responseToClaude Baml internals BEACON API CONTRACT SPEC CLAUDE elixact tasks COPILOT CRITICAL ASSESSMENT DIFF DIFF assess DOCUMENTATION INDEX ELIXACT INTEGRATION ANALYSIS ELIXACT INTEGRATION ANALYSIS gemini ELIXACT LATEST GAP ANALYSIS 202506131704 ELIXACT TECH INTE CONTRACT ELIXACT TODO ELIXACT TODO cursor EXLLM ELIXACT integration
Beacon api
BEACON CONTRACT IMPL CODE PATCHES BEACON CONTRACT IMPL ROADMAP BEACON CONTRACT IMPL SUMMARY BEACON TODO CLAUDEAI IMPL PLAN COMPREHENSIVE SIMBA ANALYSIS COMPREHENSIVE SIMBA ANALYSIS chat
BEACON CONTRACT CALLBACK ANALYSIS CLAUDE prev CLAUDE prev geminiEval DEEP INVESTIGATION
Dev
ASH ASH g BUG FIXES claude BUG FIXES gemini CLAUDE PHASE1 REVIEW Foundation events bug v013 URGENT Foundation events issue v012 Foundation exunit race condition issue FOUNDATION INTEGRATION REVIEW Foundation issue FOUNDATION STATUS SUMMARY GEMINI LIB 1 INVESTIGATION NEXT STEPS PHASE1 REVIEW PROGRESS
DIAGS DIAGS dspex gap DIAGS PYTHON DSPEX DEMO DSPEX NUMERICAL AND VECTOR 01 DSPEX NUMERICAL AND VECTOR 02 nx DSPEX NUMERICAL AND VECTOR 03 exla DSPy tut prog
Elixact
CLAUDE ELIXACT API REVISED ELIXACT CURSOR ELIXACT DSPEX INTEGRATION GUIDE ELIXACT DSPEX PREDICT GUIDE ELIXACT DSPEX SIGNATURES GUIDE ELIXACT DSPEX SIMBA GUIDE IMPL CHECKLIST TESTS TODO TODO dspex
Gap analysis
DOCUMENTATION MASTER DEVELOPMENT ROADMAP DSPEX CORE GAPS DSPEX GAP ANALYSIS 01 code DSPEX GAP ANALYSIS 02 code DSPEX GAP ANALYSIS 03 code DSPEX GAP ANALYSIS 04 code DSPEX GAP ANALYSIS 05 code DSPEX GAP ANALYSIS 06 code DSPEX GAP ANALYSIS 07 code DSPEX GAP ANALYSIS 08 code DSPEX GAP ANALYSIS 09 code DSPEX GAP ANALYSIS 10 code DSPEX GAP ANALYSIS 11 code DSPEX GAP ANALYSIS 12 code DSPEX GAP ANALYSIS 13 code DSPEX GAP ANALYSIS 14 code DSPEX GAP ANALYSIS 15 code DSPEX GAP ANALYSIS 20250613 DSPEX GAP ANALYSIS 20251945 01 claude DSPEX GAP ANALYSIS 20251945 02 claude DSPEX GAP ANALYSIS CORE 01 DSPEX GAP ANALYSIS CORE 02 DSPEX GAP ANALYSIS CORE 03 DSPEX LIBS DSPEX MISSING COMPONENTS MASTER LIST DSPEX SIMBA PYDANTIC INTEGRATION AUDIT DSPEX SIMBA PYDANTIC INTEGRATION AUDIT TESTS Dspy coupling analysis INVESTIGATION LIVE TEST DIVERGENCE MASTER PLAN
JIDO ACTION ALT PERSPECTIVE chat claude JIDO ACTION ALT PERSPECTIVE claude JIDO ACTION SIGNAL INTEGRATION JIDO AI INTEGRATION JIDO BAML EVOLUTION PLAN claude JIDO BAML REVAMP JIDO INTEGRATION
ORIG DESIGN DOCS
001 initial
01 gemini 02 gemini 03 gemini 04 gemini withDocs 05 gemini withDocs 06 gemini stagedPlan 07 gemini foundationEngineeringPlan 08 gemini foundation PRD 09 gemini foundation gettingStarted 10 gemini foundation coreConcepts 101 claude 102 claude 103 claude useOurFoundation 104 claude synthesizeGemini foundationIntegrationGuide 105 claude synthesizeGemini layerImplementationGuide 106 claude synthesizeGemini moduleExecutionAndEvaluationSystem 11 gemini foundation requiredDiags 12 gemini foundation diags1of3 13 gemini foundation diags2of3 14 gemini foundation diags3of3 15 gemini foundation revisedLayersAfterClaude 16 gemini foundation useOurFoundation 17 gemini foundation technicalBlueprint1of3 18 gemini foundation technicalBlueprint2of3 19 gemini foundation technicalBlueprint3of3 20 gemini foundation responseToClaude technicalBlueprint1of3 21 gemini foundation responseToClaude technicalBlueprint2of3 22 gemini foundation responseToClaude technicalBlueprint3of3 23 gemini dependencyMapping 24 gemini fileByFileDSPyAnalysis 25 gemini hypotheticalPortToImaginaryLang 26 gemini howArePandasAndNumpyUsedInDSPy 27 gemini localMLDependenciesInDSPy 28 gemini criticalValueAssessment 29 gemini BEAMsales
002 foundation enhancements
001 gemini 002 1of10 003 2of10 004 3of10 005 4of10 006 5of10 007 6of10 008 7of10 009 8of10 010 9of10 011 10of10 100 claude 101 claude 102 claude 103 claude
003 decomposition
001 gemini 002 gemini 003 gemini 004 gemini 100 claude 100a claude 101 claude 102 claude 102a claude
004 foundation
01 gemini 02 geminiDeepResearch 03 gemini 04 gemini systemWideDiags 05 gemini focusedWithDeps
005 optimizer
01 gemini 02 gemini 03 gemini 10 gemini 100 claude 100a claude 101 claude 102 CLAUDE STAGED IMPL 103 CLAUDE TEST 103a CLAUDE TEST 11 gemini 12 gemini 13 gemini 14 gemini 50 geminiTESTS
006 foundation
01 gemini 02 gemini
007 ccbuild
01 cc 02 cc
DSPEx 01 FOUNDATION2 MASTER IMPL PLAN DSPEx 02 TECH SPECS FOUNDATION2 INTEGRATION DSPEx 03 IMPL GUIDE FOUNDATION2 DEV STRAT DSPEx 04 ARCHITECTURE DECISION RECORDS DSPEx geminisTake Foundation race condition workaround FOUNDATION2 EXEC SUMM VISION Race condition workaround report
Simba
01 impl plan 05 usage guide
SIMBA IMPLEMENTATION PLAN SIMBA MODS SIMBA py SIMBA USAGE GUIDE
Sinter
SINTER INTEGRATION SINTER INTEGRATION PLAN SINTER TODO
TDD MASTER REFERENCE TDD MASTER REFERENCE audit
Test phase2
TESTS
TODO 02 PRE BEACON
CRITICAL IMPLEMENTATION GAPS 01 CRITICAL IMPLEMENTATION GAPS 02 GAP FILLING PLAN CRITICAL IMPLEMENTATION GAPS 03 TEST LIST GAP ANALYSIS AND IMPLEMENTATION GAP ANALYSIS claude TEST MIGRATION PLAN THE PLAN
TODO 03 beaconPlanning
Simba 01 integration claude Simba 02 bayesian optimizer Simba 03 01 usage examples and tests Simba 03 02 REFACTORING PLAN Simba 03 03 REFACTORING SUMMARY Simba 03 04 REFACTORING TEST SUITE Simba 03 04a Simba 04 integration documentation Simba gemini
Docs integration
ADAPTERS INTEGRATION ASH FRAMEWORK INTEGRATION ANALYSIS ASSERTIONS CONSTRAINTS INTEGRATION BEHAVIOURS INTEGRATION CLIENTS INTEGRATION COUPLINGS 01 COUPLINGS 02 EVALUATION INTEGRATION INTEGRATION PLAN JIDO BRAINSTORMS PLAN OF PLANS PREDICT INTEGRATION PRIMITIVES CORE INTEGRATION RETRIEVE PLANNING 01 RETRIEVE PLANNING 02 RETRIEVE PLANNING 03
Docs variable
Cc 01 VARIABLE ABSTRACTION DESIGN Cc 02 ADAPTER MODULE SELECTION FRAMEWORK Cc 03 OPTIMIZER INTEGRATION PLAN Cc 04 VARIABLE SYSTEM TECHNICAL ARCHITECTURE Cc 05 AUTOMATIC EVALUATION SELECTION SYSTEM Cursor 01 ADAPTIVE OPTIMIZATION SYSTEM Cursor 02 ADAPTIVE OPTIMIZATION DESIGN Cursor 03 ADAPTIVE OPTIMIZATION IMPLEMENTATION Cursor 04 ADAPTIVE OPTIMIZATION EXAMPLES Cursor 05 chat README VARIABLE AUDIT
ELIXACT API REVISED
Examples
Dspex demo
README
Elixir ml
README
GEMINI MISSING COMPONENTS
Lib
Elixir ml
Guides
API GUIDE
README
MABEAM MABEAM 01 ARCHITECTURE ANALYSIS MABEAM 02 FOUNDATION CORE MABEAM 03 DSPEX INTEGRATION MABEAM 04 COORDINATION MABEAM 05 DISTRIBUTION MABEAM 06 IMPLEMENTATION
Phase1 CF
01 SCHEMA ENGINE ARCHITECTURE 01 SCHEMA ENGINE DESIGN 01 SCHEMA ENGINE IMPLEMENTATION 01 SCHEMA ENGINE INTEGRATION 01 SCHEMA ENGINE READINESS SUMMARY 01 SCHEMA ENGINE TESTING 02 VARIABLE SYSTEM ARCHITECTURE 02 VARIABLE SYSTEM DESIGN 02 VARIABLE SYSTEM IMPLEMENTATION 02 VARIABLE SYSTEM INTEGRATION 02 VARIABLE SYSTEM TESTING 03 RESOURCE FRAMEWORK ARCHITECTURE 03 RESOURCE FRAMEWORK DESIGN 03 RESOURCE FRAMEWORK IMPLEMENTATION 03 RESOURCE FRAMEWORK INTEGRATION 03 RESOURCE FRAMEWORK TESTING 04 PROCESS ORCHESTRATOR ARCHITECTURE 04 PROCESS ORCHESTRATOR DESIGN 04 PROCESS ORCHESTRATOR IMPLEMENTATION 04 PROCESS ORCHESTRATOR INTEGRATION 04 PROCESS ORCHESTRATOR TESTING GAP 0001 GAP 0002 GAP STEPS OPUS 0001 VARIABLE AUDIT phase1
README
Schema
UnifiedSchemaAndVariableSysArch
SCHEMA SYSTEM ANALYSIS SINTER BUILDOUT UNIFIED MASTER INTEGRATION PLAN VARIABLE VARIABLE EVAL VARIABLE EVAL 2 VARIABLE MEMORY AGENTS VARIABLE MEMORY AGENTS 2 VARIABLES CHECK VARIABLES MORE LIKE OPTUNA WARNINGS RESOLVED
Dspex
CHANGELOG
Docs
20250715 SIGNATURE ENHANCEMENT PROPOSAL
20250716 v3 pooler design
01 advanced process management 02 cross pool load balancing 03 dynamic pool scaling 04 monitoring observability
20250719 ash first class citizen in dspex 20250719 ash first class citizen in dspex gem 20250719 essential infrastructure requirements 20250719 SIMBAC gem 20250723 geminis take 20250723 grpc toolbridge variables status 20250723 SCHEMA BRIDGE 20250724 ARCHITECTURAL REALIGNMENT OPTION B ACADEMIC PAPER OUTLINE GENERALIZED VARIABLES BRAINDUMP 20250719 ACADEMIC PAPER OUTLINE GENERALIZED VARIABLES BRAINDUMP 20250719 gem ACADEMIC PAPER OUTLINE GENERALIZED VARIABLES BRAINDUMP 20250719 gem2 ACADEMIC PAPER OUTLINE GENERALIZED VARIABLES BRAINDUMP 20250719 gem3 ACADEMIC PAPER OUTLINE GENERALIZED VARIABLES BRAINDUMP 20250719 gem4 ACADEMIC PAPER OUTLINE GENERALIZED VARIABLES BRAINDUMP 20250719 gem5 ASH DSPY INTEGRATION ARCHITECTURE ASH DSPY INTEGRATION ARCHITECTURE chat BRIDGE CONCURRENCY ARCHITECTURE BRIDGE ISOLATION ANALYSIS CHAOS TEST FAILURE ANALYSIS
Code standards
SourceDocs
Otp testing standards SUPERVISION TESTING GUIDE SUPERVISION TESTING TEMPLATES Test design reference TEST PHILOSOPHY TESTING GUIDE TESTING GUIDE OTP
UNIFIED TESTING GUIDE
DIALYZER 202507141936 DIALYZER COMPLETION REPORT DIALYZER DEEP ARCHITECTURAL ANALYSIS DIALYZER FINAL 5 DEEP ANALYSIS DIALYZER FINAL PROGRESS DIALYZER FINAL SUMMARY DIALYZER FIX PLAN DIALYZER FIXES DIALYZER PROGRESS SUMMARY DIALYZER ULTIMATE COMPLETION DOWNSIZING REPORT 20250724 DSPY ADAPTER LAYER ARCHITECTURE DSPY ADAPTER LAYER ARCHITECTURE chat DSPy ASH MVP VISION DSPY ASH TECH DOC SERIES 0001 DSPY ASH TECH DOC SERIES prototypeClaude 0011 DSPY ASH TECH DOC SERIES prototypeGemini 0010 Dspy workflow architecture DUAL IMPLEMENTATION SUPPORT 20250719 DUAL IMPLEMENTATION SUPPORT SEAMLESS 20250719 ERROR TESTING STRATEGY FullDspy FullFutureVision
Gem
20250713 p1of4 20250713 p2of4 20250713 p3of4 20250713 p4of4
GENERALIZED VARIABLES DSPY FEASIBILITY 20250719 GENERALIZED VARIABLES DSPY FEASIBILITY 20250723
Home
202507142145 SESSION MANAGEMENT REDESIGN 20250715 pure elixir adapter design CLAUDE DSPEX NATIVE ARCHITECTURE PLAN DSPEX V2 ADVANCED DESIGN CONSIDERATIONS DSPEX V2 CLEAN ARCHITECTURE DSPEX V2 FINAL ARCHITECTURE DSPEX V2 PROTOCOL DESIGN FINAL GEMINI STATUS GEMINI INTEGRATION COMPLETE GEMINI INTEGRATION STATUS GEMINI UPDATE SUMMARY GOODNIGHT 20250715 HELP REQUEST GEMINI HELP REQUEST GEMINI claudeOpus 01 HELP REQUEST GEMINI claudeOpus 02 HELP REQUEST GEMINI gemini 01 HELP REQUEST GEMINI gemini 02 KNOWN ISSUES
LibStaging
Elixir ml
Guides
API GUIDE
README
README
NATIVE DSPY FEATURES ROADMAP NATIVE VS PYTHON DECISION GUIDE Nimblepool complete docs PHASE2 CHECKLIST PIPELINE COMPOSITION EXAMPLES Pool example bug analysis PYTHON FIRST CLASS INTEGRATION README PROCESS MANAGEMENT SESSION ARCHITECTURE ANALYSIS Snakepit analysis SNAKEPIT MIGRATION GUIDE STREAMING CONTEXT TROUBLESHOOTING GEMINI V2 LEGACY CODE REMOVAL PLAN
IMPLEMENTATION ROADMAP LIBSTAGING PATTERNS FOR COGNITIVE ORCHESTRATION LLM ADAPTER ARCHITECTURE Lm delegation minimum implementation MINIMAL PYTHON POOLING PHASE3 CONTINUATION GUIDE NATIVE DSPEX SIGNATURE ANALYSIS NATIVE DSPEX SIGNATURE ANALYSIS gem NIMBLEPOOL FIX PLAN NIMBLEPOOL V2 CHALLENGES
OTPEvals
01 02
PHASE2 EXTENSIONS DETAILED ANALYSIS PHASE3 CODE INVESTIGATION PHASE3 ERROR REPORT PHASE3 ERROR REPORT moreErrors PHASE3 ERROR REPORT moreErrors Classified PHASE3 TEST ERROR ANALYSIS POOL IMPLEMENTATION GUIDE POOL TESTING STRATEGY POOL USER MANUAL POOL V2 MIGRATION GUIDE Pooling configuration Pooling implementation changes Pooling test fix plan Pooling test progress
Prompts
Old
Stage1 03 adapter pattern original
Stage1 01 signature system Stage1 02 python bridge Stage1 02b mock adapter NOT DONE DEFER MOCKING FOR LATER Stage1 02c layered testing architecture Stage1 02c layered testing architecture revised Stage1 03 adapter pattern Stage1 03b adapter infrastructure Stage1 04 ash resources Stage1 05 type system Stage1 06 manual actions Stage1 07 wire protocol Stage1 08 testing infrastructure Stage1 09 configuration Stage1 10 integration testing Stage2 01 signature compilation Stage2 02 type system Stage2 03 module system Stage2 04 program execution Stage2 05 prediction pipeline Stage2 06 chain of thought Stage2 07 react patterns Stage4 40 overview architecture Stage4 41 dependency graph Stage4 42 optimizer coordination Stage4 43 access control Stage4 44 analytics monitoring V2 POOL PROMPTS DAILY WORKFLOW V2 POOL PROMPTS DAILY WORKFLOW REVISED V2 POOL PROMPTS MIGRATION DEPLOYMENT V2 POOL PROMPTS MIGRATION DEPLOYMENT REVISED V2 POOL PROMPTS PHASE1 IMMEDIATE FIXES V2 POOL PROMPTS PHASE1 IMMEDIATE FIXES REVISED V2 POOL PROMPTS PHASE2 WORKER LIFECYCLE V2 POOL PROMPTS PHASE2 WORKER LIFECYCLE REVISED V2 POOL PROMPTS PHASE3 ERROR HANDLING V2 POOL PROMPTS PHASE3 ERROR HANDLING REVISED V2 POOL PROMPTS PHASE4 TEST INFRASTRUCTURE V2 POOL PROMPTS PHASE4 TEST INFRASTRUCTURE REVISED V2 POOL PROMPTS PHASE4 TEST INFRASTRUCTURE REVISED2 V2 POOL PROMPTS PHASE5 PERFORMANCE MONITORING V2 POOL PROMPTS PHASE5 PERFORMANCE MONITORING REVISED V2 POOL PROMPTS QUICK REFERENCE V2 POOL PROMPTS QUICK REFERENCE REVISED
Python adapter generalization
Current architecture Generalization requirements Implementation examples Migration strategy Modular architecture MODULAR BRIDGE ARCHITECTURE Performance considerations README Testing strategy
Python pool v3
Architecture Benchmarks Clustering guide Implementation guide Migration from v2
PYTHON POOLING MANUAL AND TESTING SESSION POOL V2 PHASE1 IMPLEMENTATION REPORT SESSION POOL V2 TEST FAILURE ANALYSIS SIGNATURE 202507141942 SIGNATURE 202507141942 geminiResponse SIGNATURE 202507141942 geminiResponse claudeResponse SIGNATURE 202507141942 geminiResponse claudeResponse geminiResponse SIGNATURE 20250715 implementation plan SIGNATURE CONVERSION ANALYSIS SLEEP ELIMINATION PROMPTS SNAKEPIT MIGRATION GUIDE 20250724
Specs
20250718 AMALGAMATED PLAN COGNITIVE ORCHESTRATION 20250718 FINAL AMALGAMATED FOUNDATION 20250718 IMMEDIATE IMPLEMENTATION PLAN
Dspex cognitive orchestration
00 SUMMARY 01 CORE ARCHITECTURE 02 CORE COMPONENTS DETAILED 03 IMPLEMENTATION ROADMAP 04 REQUIREMENTS 05 TASKS 06 SUCCESS CRITERIA
Dspex v2 foundation
01 requirements 02 design 03 tasks README
Dspex variables implementation strategy
Eval
01 new 02 framework 03 simba c 04 all 05 all 1of5 user facing api 06 all 2of5 orchestration execution 07 all 3of5 data mgmt 08 all 4of5 python side runtime 09 all 5of5 dev exp op tooling
Grpc tool bridge
Implementation guide Protocol definition README STATUS 20250722 Technical specification Testing strategy
Immediate implementation
00 README 01 PROJECT SETUP 02 VARIABLE SYSTEM 03 NATIVE ENGINE
Prompts
CORE.1 project setup CORE.2 development environment CORE.3 ci cd pipeline LLM.1 adapter protocol LLM.2 instructor lite adapter LLM.3 http adapter LLM.4 python dspy adapter LLM.5 mock adapter NATIVE.1 signature parser NATIVE.2 template engine NATIVE.3 validator framework NATIVE.4 metrics collection PIPELINE.1 basic pipeline engine PYTHON.1 snakepit integration PYTHON.2 dspy module registry PYTHON.3 serialization protocol PYTHON.4 python script templates ROUTER.1 core router logic
REQUIREMENTS TASKS
Simba c
01 SIMBA C 02
TestOverhaul
Design Requirements Tasks
Tool bridge
Compositional dspy integration DEBUGGING DSPY INTEGRATION ENHANCED BRIDGE ARCHITECTURE GRPC STREAMING TOOL BRIDGE IMMEDIATE STREAMING QUICKSTART PERFORMANCE OPTIMIZATION GUIDE PROTOCOL NEGOTIATION AND SELECTION PYTHON TOOL BRIDGE PYTHON TOOL BRIDGE COMMON PYTHON TOOL BRIDGE COMMON generic PYTHON TOOL BRIDGE TECHNICAL SPEC README SESSION MANAGEMENT ACROSS PROTOCOLS STORED OBJECT RESOLUTION UNIFIED STREAMING AND TOOL BRIDGE IMPLEMENTATION PLAN
Unified grpc bridge
01 unified variables specification 02 implementation guide 03 testing strategy 04 elixir variables api v2 05 python variables api v2 10 refinements and nextLayer 11 weaknesses and stagedPlan 20 stage0 protocol foundation 21 stage1 core variables 22 stage2 tool dspy module integration 23 stage3 realtime 24 stage4 prod hardening 30 claude architectural synthesis 31 gemini pathForward 32 gemini revisedBlueprint revisedStage2 33 gemini planForRevisedDocs 40 revised stage0 protocol foundation 41 revised stage1 core variables 42 revised stage2 tool dspy module integration 43 revised stage3 streams 44 revised stage4 prod hardening 45 stage5 advanced production features 50 gemini scopeCreepDiscussion 60 claude reviewVariablesUseCase 61 gemini reviewVariablesUseCase DSPEX STAGE1 VARIABLE AWARE DSPY COMPLETE Implementation plan stage2 compliance
Prompts
00 stage0 overview prompt 01 protobuf definition prompt 02 python server prompt 03 elixir client prompt 04 serialization prompt 05 integration tests prompt 06 stage0 completion checklist 10 stage1 overview prompt 11 variable module prompt 12 sessionstore extensions prompt 13 type system prompt 14 grpc handlers prompt 15 python sessioncontext prompt 16 integration tests prompt 20 stage2 overview prompt 21 state provider prompt 22 local state prompt 23 bridged state prompt 24 dspex context prompt 25 dspex variables prompt 26 python integration prompt 27 integration tests prompt 30 stage3 overview prompt 31 state provider watching prompt 32 localstate watching prompt 33 bridgedstate watching prompt 34 observer manager prompt 35 grpc streaming handlers prompt 36 python streaming client prompt 37 advanced variable types prompt 38 stage3 integration tests prompt 39 stage3 completion checklist
STAGE1 COMPLETE STAGE2 COMPLETE STAGE2 VARIABLES COMPLETE Variables addendum
Variables bridge phase1
00 reacclimation prompt 01 variable registry spec 02 python adapter spec 03 dspy compatibility layer spec
STAGE 1 FOUNDATION IMPLEMENTATION STAGE 1 PROMPT SUMMARY STAGE 2 CORE OPERATIONS STAGE 2 PLAN STAGE 2 PROMPT SUMMARY STAGE 2 TECHNICAL SPECIFICATION STAGE 3 PRODUCTION FEATURES STAGE 4 ADVANCED FEATURES STAGE1 02 PYTHON BRIDGE FIXES STAGE1 02 PYTHON BRIDGE FIXES ROUND2 Test environment improvements TEST FAILURE ANALYSIS Test failure analysis 20250713 Test failure analysis 20250714 TEST FAILURE ANALYSIS claude TEST FAILURE ANALYSIS gemini TEST FAILURE ANALYSIS gemini2 Test failure analysis pooling Test failure analysis v2 pool 20250114 Test failure analysis v2 pool 20250114 response 01 Test failure analysis v2 pool 20250114 response 02 TEST WARNING INVESTIGATION TESTING INFRASTRUCTURE FIX PLAN UNDERSTANDING NIMBLE POOL UNDERSTANDING NIMBLE POOL integrationRecs V2 FINAL FIX SUMMARY V2 IMPLEMENTATION SUMMARY V2 POOL 20250714 PROCESS V2 POOL FAILURE DEEP ANALYSIS V2 POOL FAILURE DEEP ANALYSIS gem 01 V2 POOL FAILURE DEEP ANALYSIS gem 02 V2 POOL FAILURE DEEP ANALYSIS gem 03 V2 POOL FAILURE DEEP ANALYSIS gem 04 V2 POOL FINAL RESOLUTION V2 POOL IMPLEMENTATION CONCLUSION V2 POOL PHASE1 ANALYSIS AND RECOMMENDATIONS V2 POOL PHASE1 ANALYSIS AND RECOMMENDATIONS questionsToGemini V2 POOL PHASE1 ANALYSIS AND RECOMMENDATIONS questionsToGemini answerFromGemini V2 POOL PHASE1 FIXES V2 POOL PHASE1 FIXES COMPLETE V2 POOL PHASE1 FIXES errors V2 POOL REMAINING ERRORS ANALYSIS V2 POOL REMAINING FIXES V2 POOL TECHNICAL DESIGN 1 OVERVIEW V2 POOL TECHNICAL DESIGN 2 IMMEDIATE FIXES V2 POOL TECHNICAL DESIGN 3 WORKER LIFECYCLE V2 POOL TECHNICAL DESIGN 4 ERROR HANDLING V2 POOL TECHNICAL DESIGN 5 TEST INFRASTRUCTURE V2 POOL TECHNICAL DESIGN 6 PERFORMANCE MONITORING V2 POOL TECHNICAL DESIGN 7 MIGRATION DEPLOYMENT V2 POOL TEST FINDINGS FINAL V2 POOL TEST FINDINGS FINAL failures V2 TEST SUITE SUMMARY
Examples
Dspy
README README ADAPTERS
README
README README DSPY INTEGRATION README TESTING README UNIFIED GRPC BRIDGE README V3 POOLER SNAKEPIT INTEGRATION PLAN
Foundation
lessonsLearned 001 architectural insights lessonsLearned 002 implementation patterns lessonsLearned 003 integration strategies 20250709 jido type system analysis 20250709 jido unified vision analysis 20250709 unified gap 20250711 CLUSTERING IMPLEMENTATION STRATEGY 20250711 COMPARING LIB TO LIB OLD 20250711 DISTRIBUTED FOUNDATION VALIDATION 20250711 FINAL SIMPLIFICATION VERDICT 20250711 FOUNDATION CLUSTERING ARCHITECTURE 20250711 IMPLEMENTATION ROADMAP 20250711 INTEGRATION SPECIFICATIONS 20250711 JIDO CAPABILITIES RESEARCH 20250711 JIDO INTEGRATION CRITICAL ANALYSIS 20250711 JIDO INTEGRATION SIMPLIFICATION PLAN 20250711 MABEAM ARCHITECTURAL LESSONS 20250711 MABEAM FOUNDATION ARCHITECTURE ANALYSIS 20250711 PERIMETER FOUNDATION INTEGRATION STRATEGY 20250711 PERIMETER FOUNDATION SYNTHESIS 20250711 PERIMETER IMPLEMENTATION DECISION 20250711 PERIMETER INTEGRATION STRATEGY 20250711 SIMPLIFICATION ANALYSIS 20250711 STRATEGIC VISION 20250711 TACTICAL PLAN 20250711 TECHNICAL DESIGN 20250711 UPDATED JIDO APPROACH 20250712 ADVANCED COORDINATION PROTOCOLS 20250712 AGENT NATIVE CLUSTERING SPECIFICATION 20250712 COGNITIVE VARIABLES ARCHITECTURE 20250712 COGNITIVE VARIABLES IMPLEMENTATION 20250712 COMPREHENSIVE ANALYSIS SUMMARY 20250712 FOUNDATION DEVELOPMENT ROADMAP 20250712 FOUNDATION DEVELOPMENT ROADMAP supp 20250712 FOUNDATION IMPLEMENTATION BOOTSTRAP 20250712 FOUNDATION MABEAM ARCHITECTURE 20250712 FOUNDATION PLANS SUMMARY 20250712 FOUNDATION PROTOCOL EVOLUTION ANALYSIS 20250712 FOUNDATION PROTOTYPE IMPLEMENTATION PLAN 20250712 FOUNDATION TECHNICAL SPECIFICATIONS 20250712 IMPLEMENTATION SYNTHESIS 20250712 JIDO FIRST REBUILD STRATEGY 20250712 JIDO NATIVE CLUSTERING DESIGN 20250712 MIGRATION ROADMAP 20250712 PERFORMANCE BENCHMARKS FRAMEWORK 20250712 PRODUCTION REFACTORING STRATEGY 20250712 PROTOCOL BASED DISTRIBUTED VISION 20250712 REFINED GRAND VISION SYNTHESIS 20250712 VARIABLE COORDINATION EVOLUTION 20250712 VERTICAL BUILDOUT STRATEGY ACCOMPLISHMENTS AND NEXT STEPS AGENT ALIGN FIXES API FOUNDATION ASSESSMENT 01 ASSESSMENT 02 AUDIT 02 plan AUDIT 02 planSteps 01 AUDIT 02 planSteps 02 AUDIT 02 planSteps 03 BACKPORT BACKPORT TEST BEST PRACTICES TEST ISOLATION BUILDOUT CAT 2 RACE CLEANUP SIGNAL PIPELINE CHANGELOG CLAUDE CLAUDE CODE prompts CLAUDE CODE worklog CLAUDE WORKLOG CLAUDECODE CODE QUALITY CONCURRENCY PERFORMANCE FLAWS ANALYSIS CONSOLIDATED SERVICE INTEGRATION STRATEGY CREDO FIXES DAILY FLAW FINDER DAILY FLAW FINDER review DAILY FLAW FINDER review 2 DIAGS 20250629 DIAL cat DIALYZER ANALYSIS DIALYZER AUDIT PRE SERVICE INTEGRATION BUILDOUT DIALYZER CLEANUP SUMMARY Dialyzer final status DIALYZER FIX SUMMARY Dialyzer fixes DIALYZER FIXES SUMMARY Dialyzer summary
Docs
API FULL ARCH DIAGS ARCHITECTURE DISTRIBUTED TRACING GUIDE ERROR CONTEXT LOGGER MIGRATION INFRA FUSE INFRA POOL INFRA RATE LIMITER
Mabeam 2
Api ref audit MABEAM API REFERENCE MABEAM ARCHITECTURE
MABEAM API REFERENCE MABEAM ARCHITECTURE MABEAM DEPLOYMENT GUIDE MABEAM PRODUCTION CONFIG MABEAM QUICK START MABEAM TEST COVERAGE REPORT MABEAM TESTING GUIDE TELEMETRY DASHBOARD SETUP TELEMETRY SAMPLING GUIDE
Docs dev
Mabeam
MABEAM PHASE 01 CORE MABEAM PHASE 02 AGENT REGISTRY MABEAM PHASE 03 COORDINATION MABEAM PHASE 04 ADVANCED COORD MABEAM PHASE 05 TELEMETRY MABEAM PHASE 06 INTEGRATION MABEAM TDD IMPLEMENTATION
Docs jido usage
JIDO STATE PERSISTENCE ANALYSIS
Docs20250627
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BATTLE PLAN BATTLE PLAN TACTICS
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Misc
CLAUDE ClaudeCode foundationEnhancements CONTINUATION GEMINI ADAPTER GEMINI EX TELEMETRY REQUIREMENTS INTEGRATION SUCCESS TASKS TESTING TESTING DISTRIBUTION TESTS TESTS githubCopilotSonnet4
PythonBridge
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Simplified
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ENGINEERING ENGINEERING PROCESS VIOLATION ANALYSIS
Examples
Gemini integration
README
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Jules
Codebase design beam partisan synergy Codebase design dynamic topology Codebase design multi channel comms Codebase design partisan integration Codebase design service discovery
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Dynamic topology management Foundation 2 0 architecture Intelligent service discovery Multi channel communication Overall vision beam partisan Partisan replaces libcluster
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LOG NOISE FIX LOG SUPPRESSION
Migration
Mabeam extraction plan
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NAMESPACE ISSUES
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Foundation.ProcessRegistry.Specification ProcessRegistry.SpecificationGapAnalysis
STAGE 2 4 ACTION PLAN STRUCTURAL GUIDELINES SUPERVISION STRAT ERROR SUPERVISION TEST SETUP DELIVERABLES TASK AGENT FIX PLAN Test failure analysis TEST HARNESS DONE NOW ERRORS TEST ISOLATION CLEANUP
Test old20250712
20250701 MOCK LIB AND MIGRATION PATTERNS ADVANCED TELEMETRY FEATURES
Foundation
OTP CLEANUP TESTS README
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Support
Isolated service discovery examples
TELEMETRY TELEMETRY EVENT REFERENCE TEST PHILOSOPHY TESTING GUIDE TESTING GUIDE OTP THE TELEMETRY MANUAL UNIFIED TEST FOUNDATION buildDoc UNIFIED TEST FOUNDATION buildDoc prompts WORKLOG
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Json remedy
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Design
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Plan
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Pipeline ex
20250701 final test cleanup ADVANCED FEATURES
Analysis
00 executive summary 01 architecture analysis 02 practical use cases 03 workflow optimization 04 limitations and improvements 05 dspy integration analysis 06 dspy pipeline composition framework 07 evaluation optimization system 08 hybrid execution architecture 09 implementation roadmap 10 schema validation upgrade requirements 11 json yaml bridge architecture 12 flexibility enhancements specification 13 implementation plan validation analysis 14 python bridge architecture 15 real time optimization framework 16 training data quality management 17 production deployment strategy 18 dspex foundation analysis 19 dspex integration architecture 20250709 PYTHON BRIDGE ANALYSIS gemini README
Benchmarks
Benchmark report 2025 07 05T17 23 49.380014Z
Blog generator README BROKEN LINKS FIXED CC PLAN CHALLENGES GUARDRAILS CHANGELOG CLAUDE CLAUDE log CLAUDE SDK PARSING ISSUE DASHBOARD PHOENIX DIALYZER RESOLUTION PLAN
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20250704 yaml format v2
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Architecture
20250703 recursive 20250703 recursive worklog META PIPELINE SYSTEM Pipeline flow diagrams Pipeline organization Recursive pipeline prompts
ASYNC STREAMING MIGRATION GUIDE
Enhancements
Llm integration
Error recovery and repair strategies Iterative refinement system Json first pipeline architecture Json schema generation for llm constraints Llm structured output schemas Validation pipeline for llm configs
State
Current state analysis Langgraph parity roadmap State generalization requirements
Validation
Sinter vs exdantic comparison V2 yaml validation investigation Yaml json conversion feasibility
Features
Async streaming
Guides
Context management Developer experience Pipeline breeding mutation guide Recursive pipeline examples Safety features Testing recursive pipelines
Implementation
Async streaming implementation guide
Otp design review Otp issues complete list
Patterns
Recursive pipeline improvement patterns
Rebuild
01 architectural overview 02 core abstractions and interfaces 03 plugin system architecture 04 composable component system
RECOMMENDED LIBRARIES Schema validation
Specifications
05 analysis pipelines 06 content generation pipelines 07 devops pipelines 08 pipeline composition framework 09 reusable components library 10 prompt engineering framework 11 monitoring and observability Code generation pipelines Data processing pipelines Model development pipelines NEXT STEPS AND IMPLEMENTATION ROADMAP Pipeline dna evolution system Pipeline fitness evaluation framework Self improving pipeline generation
Specs
20250719 ai mistake detection
Claude watcher Generalized mistake detection Integration design README
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Architecture Implementation guide Intervention system Overview Pattern detection README Recovery mechanisms Step reviewer
Visual editor
00 overview 01 technical architecture 02 ui ux design 03 data model 04 component specifications 05 validation engine 06 state management 07 integration api 08 testing strategy
Visual editor v2
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Examples
STREAMING GUIDE
FINAL TEST CLEANUP PHASE2 PROMPT FINAL TEST CLEANUP PHASE3 PROMPT FINAL TEST CLEANUP PHASE4 PROMPT FINAL TEST CLEANUP PROMPT Generated pipeline README GENESIS SUCCESS DEMO HEX RELEASE SUMMARY IMPLEMENTATION CHECKLIST IMPLEMENTATION SUMMARY JULY 1 AFTERNOON GEM JULY 1 AFTERNOON GEM DSPY 01 JULY 1 AFTERNOON GEM DSPY 02 JULY 1 AFTERNOON GEM DSPY 03 JULY 1 AFTERNOON GEM DSPY 04 JULY 1 AFTERNOON GEM DSPY 100 cc JULY 1 AFTERNOON plans JULY 1 ARCH DOCS 01 VISION JULY 1 ARCH DOCS 02 HYBRID ARCHITECTURE JULY 1 ARCH DOCS 03 EXECUTION LAYER JULY 1 ARCH DOCS 04 AGENT FRAMEWORK JULY 1 ARCH DOCS 05 DSPY INTEGRATION JULY 1 ARCH DOCS 06 IMPLEMENTATION ROADMAP LIBRARY build MISSING PIECES 20250701 MISSING PIECES 20250701 prompts PIPELINE BUILDOUT PIPELINE CONFIG GUIDE
Pipelines
Prompts
Infrastructure
Backward compatibility layer Dspy plugin implementation Dynamic step registry system Enhanced configuration system Integration testing framework Json yaml bridge implementation Plugin architecture system Schema validator enhancement
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Scripts
README
TEST COVERAGE SUMMARY TEST SUITE DONE IMPL PLAN TESTING ARCHITECTURE TESTING STRATEGY USE CASES USE CASES 2
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Blog generator README

Documentation for blog_generator_README from the Pipeline ex repository.

Table of Contents

  • Usage
  • Configuration
  • Examples

generate_a_blog

Mock-generated pipeline for: Generate a blog post from research data

Usage

Basic usage: mix pipeline.run generate_a_blog.yaml

Example: mix pipeline.run generate_a_blog.yaml –input data.json

Configuration

No additional configuration required.

Examples

No examples available.

Previous USE CASES 2
Next Generated pipeline README

© 2025 GTCode.com. Educational content for CNS 2.0 implementation.

Based on CNS 2.0: A Practical Blueprint for Chiral Narrative Synthesis research paper. (20250617 Version 3)